Management of TinyML-Enabled Internet of Things Devices
Tomasz Szydło, Marcin Nagy · IEEE Micro · 2024
Internet of Things systems are used in many aspects of our lives. Thanks to TinyML algorithms, they provide several new and smart functionalities that were impossible before. However, implementing such a solution on a large scale and maintaining it over time is a big challenge. This is due to the need not only to update the device firmware to remove errors and extend the functionality of the devices but also to update the ML models. This imposes several requirements for device monitoring and management mechanisms. In this work, we discuss not only the required aspects that an IoT system should meet, but we also show how they fit into the ML model management process.